Search Results for author: Olga Mineeva

Found 2 papers, 2 papers with code

Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision Making

1 code implementation10 May 2022 Miriam Rateike, Ayan Majumdar, Olga Mineeva, Krishna P. Gummadi, Isabel Valera

In addition, data is often selectively labeled, i. e., even the biased labels are only observed for a small fraction of the data that received a positive decision.

Decision Making Fairness

$(1 + \varepsilon)$-class Classification: an Anomaly Detection Method for Highly Imbalanced or Incomplete Data Sets

1 code implementation14 Jun 2019 Maxim Borisyak, Artem Ryzhikov, Andrey Ustyuzhanin, Denis Derkach, Fedor Ratnikov, Olga Mineeva

We explore a novel method that gives a trade-off possibility between one-class and two-class approaches, and leads to a better performance on anomaly detection problems with small or non-representative anomalous samples.

Anomaly Detection General Classification

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